---
license: mit
---

# MobilePoG: Benchmark for Mobile Point-of-Gaze Calibration.

<p align="center">
    <img src="assets/new_teaser_v2.png" alt="Teaser" width="1000" style="center" />
</p>

<div align="center">
<a href="https://arxiv.org/abs/2508.10268">
  <img src="https://img.shields.io/badge/arXiv-2508.10268-b31b1b" alt="arXiv">
</a>
<a href="https://mobile-pog.github.io/">
  <img src="https://img.shields.io/badge/Project_Page-MobilePoG-green" alt="Project Page">
</a>
<a href="https://github.com/ZhaoYujie2002/MobilePoG">
    <img src="https://img.shields.io/badge/GitHub-Code-lightgrey?logo=github">
</a>
</div>

# Dataset Summary
<div class="hero-body" style="text-align: center;">
    <img src="assets/dataset_pipeline.png"/>
    <p style="font-size:16px; color:black;">Figure 1: Collection procedure of the MobilePoG dataset.</p>
</div>
MobilePoG was introduced in the paper "Pose-Robust Calibration Strategy for Point-of-Gaze Estimation on Mobile Phones" (BMVC 2025). It was collected and curated to support research on point-of-gaze estimation and calibration, with the primary goal of enabling valid evaluation of personalized calibration under varying points-of-gaze and head poses.

# Dataset Structure

```
Static-MobilePoG
	-{subject}_{pose}
      --frames
        ---00000.jpg
        ---00001.jpg
        ...
      --camera.json   # camera parameters
      --face.json     # facial landmarks
      --headpose.json # headposes (pitch, yaw, roll)
      --info.json     # information about subject, pose, dataset split
      --label.json    # point-of-gaze labels
   -{subject}_{pose}
   ...

Dynamic-MobilePoG
	-{subject}_{pog}
      --frames
        ---00000.jpg
        ---00001.jpg
        ...
      --camera.json   # camera parameters
      --face.json     # facial landmarks
      --headpose.json # headposes (pitch, yaw, roll)
      --info.json     # information about subject, point-of-gaze, dataset split
      --label.json    # point-of-gaze labels
	-{subject}_{pog}
    ...
```



# Dataset Examples

<div class="hero-body" style="text-align: center;">
    <img src="assets/more_examples_static.png"/>
    <p style="font-size:16px; color:black;">Figure 2: Examples of the Static-MobilePoG dataset.</p>
</div>

<div class="hero-body" style="text-align: center;">
    <img src="assets/more_examples_dynamic.png"/>
    <p style="font-size:16px; color:black;">Figure 3: Examples of the Dynamic-MobilePoG dataset.</p>
</div>

# Citation

Researchers using this dataset are kindly requested to cite the following reference:

```bibtex
@misc{zhao2025poserobustcalibrationstrategypointofgaze,
      title={Pose-Robust Calibration Strategy for Point-of-Gaze Estimation on Mobile Phones}, 
      author={Yujie Zhao and Jiabei Zeng and Shiguang Shan},
      year={2025},
      eprint={2508.10268},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2508.10268}, 
}
```